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UOP-DSC510.AB1
Data Science
Self-paced · 1 year access
19 Hands-On LiveLabs
Practice real IT tasks in guided environments.
- Real environments
- Auto-graded
- No installation
01 / Lessons & labs
See exactly what you will learn and practice
Lessons
6 Interactive Lessons · 88 topics01 Introduction to Business Intelligence, Data Anal...rtificial Intelligence and Business Applications 21 topics · 10 LiveLab +
- Opening Vignette: How Intelligent Systems Work for KONE Elevators and Escalators Company
- Changing Business Environments and Evolving Needs for Decision Support and Analytics
- Decision-Making Processes and Computerized Decision Support Framework
- Evolution of Computerized Decision Support to Business Intelligence/Analytics/Data Science
- Analytics Overview
- Analytics Examples in Selected Domains
- Artificial Intelligence Overview
- Convergence of Analytics and AI
- Overview of the Analytics Ecosystem
- Opening Vignette: INRIX Solves Transportation Problems
- Introduction to Artificial Intelligence
- Human and Computer Intelligence
- Major AI Technologies and Some Derivatives
- AI Support for Decision Making
- AI Applications in Accounting
- AI Applications in Financial Services
- AI in Human Resource Management (HRM)
- AI in Marketing, Advertising, and CRM
- AI Applications in Production-Operation Management (POM)
- Questions for Discussion
- Exercises
10 LiveLab in this lesson — see the labs panel →
02 Nature of Data, Statistical Modeling, and Visualization 13 topics +
- Opening Vignette: SiriusXM Attracts and Engages ...on of Radio Consumers with Data-Driven Marketing
- Nature of Data
- Simple Taxonomy of Data
- Art and Science of Data Preprocessing
- Statistical Modeling for Business Analytics
- Regression Modeling for Inferential Statistics
- Business Reporting
- Data Visualization
- Different Types of Charts and Graphs
- Emergence of Visual Analytics
- Information Dashboards
- Questions for Discussion
- Exercises
03 Data Mining Process, Methods, and Algorithms 9 topics · 5 LiveLab +
- Opening Vignette: Miami-Dade Police Department I... Predictive Analytics to Foresee and Fight Crime
- Data Mining Concepts
- Data Mining Applications
- Data Mining Process
- Data Mining Methods
- Data Mining Software Tools
- Data Mining Privacy Issues, Myths, and Blunders
- Questions for Discussion
- Exercises
5 LiveLab in this lesson — see the labs panel →
04 Machine-Learning Techniques for Predictive Analytics 11 topics · 1 LiveLab +
- Opening Vignette: Predictive Modeling Helps Better Understand and Manage Complex Medical Procedures
- Basic Concepts of Neural Networks
- Neural Network Architectures
- Support Vector Machines
- Process-Based Approach to the Use of SVM
- Nearest Neighbor Method for Prediction
- Naïve Bayes Method for Classification
- Bayesian Networks
- Ensemble Modeling
- Questions for Discussion
- Exercises
1 LiveLab in this lesson — see the labs panel →
05 Deep Learning and Cognitive Computing 12 topics · 1 LiveLab +
- Opening Vignette: Fighting Fraud with Deep Learning and Artificial Intelligence
- Introduction to Deep Learning
- Basics of “Shallow” Neural Networks
- Process of Developing Neural Network–Based Systems
- Illuminating the Black Box of ANN
- Deep Neural Networks
- Convolutional Neural Networks
- Recurrent Networks and Long Short-Term Memory Networks
- Computer Frameworks for Implementation of Deep Learning
- Cognitive Computing
- Questions for Discussion
- Exercises
1 LiveLab in this lesson — see the labs panel →
06 Text Mining, Sentiment, Social, and Prescriptive Analysis 22 topics · 2 LiveLab +
- Opening Vignette: Amadori Group Converts Consumer Sentiments into Near-Real-Time Sales
- Text Analytics and Text Mining Overview
- Natural Language Processing (NLP)
- Text Mining Applications
- Text Mining Process
- Sentiment Analysis
- Web Mining Overview
- Search Engines
- Web Usage Mining (Web Analytics)
- Social Analytics
- Opening Vignette: School District of Philadelphi...ptimal Solution for Awarding Bus Route Contracts
- Model-Based Decision Making
- Structure of Mathematical Models for Decision Support
- Certainty, Uncertainty, and Risk
- Decision Modeling with Spreadsheets
- Mathematical Programming Optimization
- Multiple Goals, Sensitivity Analysis, What-If Analysis, and Goal Seeking
- Decision Analysis with Decision Tables and Decision Trees
- Introduction to Simulation
- Visual Interactive Simulation
- Questions for Discussion
- Exercises
2 LiveLab in this lesson — see the labs panel →
Hands-On Labs Our edge
19 LiveLabs- Identifying Decision Types
- Identifying Phases Involved in Decision Making
- Understanding Business Intelligence
- Understanding Business Analytics Types
- Using AI in the Airport
- Understanding Artificial Intelligence
- Understanding AI Technologies
- Understanding AI Applications in Banking and Financial Services
- Understanding the Reasons for AI Transformation in HRM
- Using Teradata Warehouse Miner
- Learning Data Mining Patterns
- Identifying Tasks Involved in Data Mining Methods
- Understanding the Data Mining Process Steps
- Evaluating a Classification Model Using the Confusion Matrix
- Understanding Data Mining Myths vs. Realities
- Identifying Activities Involved in an SVM Model
- Identifying Industries Involved in Cognitive Computing and AI
- Understanding Natural Language Processing
- Understanding Visual Interaction Simulation
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- 19 LiveLab included
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